The Best Predictive Analytics Software in 2026
We researched predictive analytics software through official websites, including pricing pages, plan tables, and product documentation. Products are ranked on their core forecasting and predictive-modeling job, value for money, and verified features, so buyers can compare platforms for building, evaluating, and deploying business predictions.
Our top picks
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Top ranked
SAS Viya#1 of 389.4/10A broad, governed analytics platform for operational predictive decisioning.
Pricing on request · 14-day trial
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Runner-up
SAS Advanced Analytics#2 of 389.1/10A broad enterprise platform for forecasting, machine learning, and governed model deployment.
Pricing on request
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Top-ranked free plan
IBM Watson Studio#6 of 388.9/10A broad cloud data-science workspace with AutoAI, forecasting, deployment and governance.
Free plan
Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.
The full ranking 38 tools, best first
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Best forGoverned enterprise analytics and decisioning
A broad, governed analytics platform for operational predictive decisioning.
- Automated machine learning
- Time-series modeling
- Forecasting workflows
Pricing on request · 14-day trial Our SAS Viya verdict → Visit SAS ViyaFor vendors Sponsor this spot · #1 · $149/mo →9.4/10★★★★★Visit SAS Viya -
Best forLarge-scale statistical forecasting programs
A broad enterprise platform for forecasting, machine learning, and governed model deployment.
- Automated machine learning
- Time-series modeling
- Forecasting workflows
9.1/10★★★★★Visit SAS Viya -
Best forAzure users building managed ML pipelines
A broad managed ML lifecycle service, particularly suited to teams already working in Azure.
- Automated machine learning
- Time-series modeling
- Forecasting workflows
9.0/10★★★★☆Visit Azure ML -
Best forAWS-centric no-code predictive modeling
A capable no-code predictive modeling workspace for AWS-centered teams.
- Automated machine learning
- Time-series modeling
- Forecasting workflows
9.0/10★★★★☆Visit site -
Best forOrganizations scaling automated model operations
A mature predictive AI platform for automated modeling, deployment, monitoring, and governance.
- Automated machine learning
- Time-series modeling
- Forecasting workflows
Pricing on request · 30-day trial Our DataRobot verdict → Visit DataRobotFor vendors Sponsor this spot · #5 · $59/mo →8.9/10★★★★☆Visit DataRobot -
Best forCollaborative cloud data-science teams
A broad cloud data-science workspace with AutoAI, forecasting, deployment and governance.
- Automated machine learning
- Time-series modeling
- Forecasting workflows
8.9/10★★★★☆Visit site -
Best forAutomated modeling with strong interpretability
Automated modeling with interpretability, forecasting, and deployment for technical teams.
- Automated machine learning
- Time-series modeling
- Forecasting workflows
8.8/10★★★★☆Visit H2O.ai -
Best forAlteryx users needing guided AutoML
A focused AutoML choice for teams working in the Alteryx ecosystem.
- Automated machine learning
- Time-series modeling
- Forecasting workflows
8.7/10★★★★☆Visit Alteryx -
Best forFree open-source general-purpose machine learning
A flexible free platform for general-purpose machine learning across code, APIs, and browser workflows.
- Automated machine learning
- API access
- Model evaluation
8.6/10★★★★☆Visit H2O.ai -
Best forTeams wanting visual predictive analytics for free
A free, visual predictive analytics workspace with AutoML, forecasting, and Python/R support.
- Automated machine learning
- Time-series modeling
- Forecasting workflows
8.5/10★★★★☆Try Altair AI Studio -
Best forFree visual analytics with broad connectivity
A free, connected platform for visual predictive workflows, forecasting, and repeatable analytics.
- Time-series modeling
- Forecasting workflows
- API access
8.4/10★★★★☆Visit KNIME -
Best forCommercial teams combining forecasts and optimization
A broad predictive AI platform for commercial, retail and manufacturing decisions.
- Time-series modeling
- Forecasting workflows
- API access
8.3/10★★★★☆Visit Peak -
Best forRetailers needing deep demand planning
A specialized choice for retailers that need granular, scenario-based demand planning.
8.2/10★★★★☆Visit RELEX -
Best forBusiness teams operationalizing recurring predictions
Automates recurring predictive workflows, with batch-oriented delivery and sales-led pricing.
- Automated machine learning
- Forecasting workflows
- API access
8.1/10★★★★☆Visit Pecan AI -
Best forGoverned enterprise model development and deployment
A governed enterprise platform spanning model development, deployment, monitoring, and forecasting.
- Automated machine learning
- Time-series modeling
- Forecasting workflows
8.0/10★★★★☆Try Domino Data Lab -
Best forSmall teams needing affordable automated predictions
Automated predictions with forecasting, scenarios, deployment, and enterprise integrations.
- Automated machine learning
- Time-series modeling
- Forecasting workflows
7.8/10★★★★☆Visit Aible -
Best forPython teams focused on tabular and time series models
A capable Python AutoML library for tabular and forecasting workflows, with batch deployment.
- Automated machine learning
- Time-series modeling
- Forecasting workflows
7.7/10★★★★☆Visit AutoGluon -
Best forTeams wanting a flexible low-code predictive platform
A flexible low-code predictive platform with broad modeling, automation, and deployment options.
- Automated machine learning
- Time-series modeling
- Forecasting workflows
7.6/10★★★★☆Visit BigML -
Best forPython users wanting a broad open-source workflow
A broad Python workflow spanning AutoML, forecasting, deployment, and monitoring.
- Automated machine learning
- Time-series modeling
- Forecasting workflows
7.5/10★★★★☆Visit PyCaret -
Best forDevelopers needing open-source forecasting AutoML
A developer-focused Python library for automated modeling, tuning, and batch forecasting.
- Automated machine learning
- Time-series modeling
- Forecasting workflows
7.4/10★★★★☆Visit FLAML -
Best forBeginners preferring visual open-source analytics
A free visual analytics workspace for learning, forecasting, and model evaluation.
- Time-series modeling
- Forecasting workflows
- API access
7.3/10★★★★☆Visit site -
Best forOpen-source AutoML with explainable reports
A focused open-source AutoML package for explainable supervised tabular modeling.
- Automated machine learning
- API access
- Model evaluation
7.2/10★★★★☆Visit MLJAR -
Best forNontechnical users wanting simple predictions
A simple route to predictions, deployment, and automation without writing code.
7.1/10★★★★☆Visit Obviously AI -
Best forFree desktop predictive modeling and forecasting
A capable free desktop toolkit for modeling, forecasting, and evaluation.
- Automated machine learning
- Time-series modeling
- Forecasting workflows
7.0/10★★★★☆Visit Weka -
Best forLinux developers optimizing tabular ML pipelines
A focused AutoML toolkit for Linux developers optimizing tabular scikit-learn pipelines.
- Automated machine learning
- API access
- Model evaluation
6.9/10★★★☆☆Visit auto-sklearn -
Best forFocused open-source time-series forecasting
A focused Python and R tool for business time-series forecasting.
- Time-series modeling
- Forecasting workflows
- API access
6.8/10★★★☆☆Visit Prophet -
Best forResearchers optimizing supervised ML pipelines
A focused, free AutoML tool for researchers optimizing supervised ML pipelines locally.
- Automated machine learning
- API access
- Model evaluation
6.7/10★★★☆☆Visit TPOT -
Best forDevelopers needing quantile predictions
A focused Python library for conditional quantiles, ranks, proximity counts, and intervals.
- API access
6.6/10★★★☆☆Try quantile-forest -
Best forResearchers needing visual neural-network forecasting
A visual neural-network platform with forecasting, automated training, and code export.
- Automated machine learning
- Time-series modeling
- Forecasting workflows
6.5/10★★★☆☆Try Neural Designer -
Best forResearch event-forecasting pipelines
A focused, self-hosted research pipeline for forecasting events from social-media data.
- Time-series modeling
- Forecasting workflows
- Model evaluation
6.4/10★★★☆☆Visit EMBERS -
Best forRetail and CPG demand-planning teams
A focused enterprise suite for forecasting, demand analysis and low-code machine learning.
- Automated machine learning
- Time-series modeling
- Forecasting workflows
6.2/10★★★☆☆Visit Zebra -
Best forFinance teams combining forecasts and scenarios
Broad financial planning with forecasting and scenarios, rather than predictive analytics alone.
6.1/10★★★☆☆Visit Anaplan -
Best forOracle teams developing notebook-based models
A capable Oracle-centered notebook environment for collaborative analytics and model development.
6.0/10★★★☆☆Visit Oracle -
Best forTeams needing vector similarity search
A cloud vector search engine for teams building similarity-driven AI applications.
5.9/10★★★☆☆Visit Google Cloud -
Best forContent-management teams, not predictive analytics
A broad enterprise content platform, but not a predictive analytics tool.
5.8/10★★★☆☆Visit Oracle -
Best forSKU-level commercial demand planning
Specialized SKU forecasting with collaboration, KPI tracking, and multi-level planning.
5.4/10★★★☆☆Visit SKU Science -
Best forEnterprise inventory and demand optimization
A specialized web platform for probabilistic forecasting and inventory optimization.
5.2/10★★★☆☆Visit ToolsGroup -
Best forDemand planners needing hierarchical forecasts
A focused Windows forecasting suite for hierarchical demand planning and S&OP.
5.1/10★★★☆☆Visit Forecast Pro
No tools match those filters.
Compare at a glance
| # | Tool | Free plan | Paid from | Forecasting workflows | Model evaluation | Automated machine learning | Deployment mode | Time-series modeling | Score |
|---|---|---|---|---|---|---|---|---|---|
| 1 | SAS Viya | No | Yes | Yes | Yes | Batch_and_real-time | Yes | 9.4 | |
| 2 | SAS Advanced Analytics | Yes | Yes | Yes | Batch_and_real-time | Yes | 9.1 | ||
| 3 | Azure Machine Learning | No | Yes | Yes | Yes | Batch_and_real-time | Yes | 9.0 | |
| 4 | Amazon SageMaker Canvas | No | $1.90/unit usage-based | Yes | Yes | Yes | Batch_and_real-time | Yes | 9.0 |
| 5 | DataRobot | Yes | Yes | Yes | Batch_and_real-time | Yes | 8.9 | ||
| 6 | IBM Watson Studio | Yes | Yes | Yes | Yes | Batch_and_real-time | Yes | 8.9 | |
| 7 | H2O Driverless AI | No | Yes | Yes | Yes | Batch_and_real-time | Yes | 8.8 | |
| 8 | Alteryx Machine Learning | No | Yes | Yes | Yes | Batch | Yes | 8.7 | |
| 9 | H2O-3 | Yes | Free | Yes | Yes | 8.6 | |||
| 10 | Altair AI Studio | Yes | Yes | Yes | Yes | Batch_and_real-time | Yes | 8.5 | |
| 11 | KNIME Analytics Platform | Yes | Free | Yes | Yes | No | Batch_and_real-time | Yes | 8.4 |
| 12 | Peak | Yes | Yes | Real-time | Yes | 8.3 | |||
| 13 | RELEX Demand Planning | No | 8.2 | ||||||
| 14 | Pecan AI | Yes | Yes | Yes | Batch | 8.1 | |||
| 15 | Domino Data Lab | No | Yes | Yes | Yes | Real-time | Yes | 8.0 | |
| 16 | Aible | Yes | Yes | Yes | Real-time | Yes | 7.8 | ||
| 17 | AutoGluon | Free | Yes | Yes | Yes | Batch | Yes | 7.7 | |
| 18 | BigML | Yes | $10,000/yr | Yes | Yes | Yes | Real-time | Yes | 7.6 |
| 19 | PyCaret | Free | Yes | Yes | Yes | Real-time | Yes | 7.5 | |
| 20 | FLAML | Yes | Free | Yes | Yes | Yes | Batch | Yes | 7.4 |
| 21 | Orange Data Mining | Yes | Free | Yes | Yes | Yes | 7.3 | ||
| 22 | MLJAR AutoML | Free | No | Yes | Yes | Batch | No | 7.2 | |
| 23 | Obviously AI | Yes | 7.1 | ||||||
| 24 | Weka | Yes | Free | Yes | Yes | Yes | Batch | Yes | 7.0 |
| 25 | auto-sklearn | Free | No | Yes | Yes | Batch | No | 6.9 | |
| 26 | Prophet | No | Free | Yes | Yes | Yes | 6.8 | ||
| 27 | TPOT | Yes | Free | Yes | Yes | 6.7 | |||
| 28 | quantile-forest | Yes | Free | No | No | 6.6 | |||
| 29 | Neural Designer | Yes | $2,495/user/yr | Yes | Yes | Yes | Batch_and_real-time | Yes | 6.5 |
| 30 | EMBERS | Yes | Free | Yes | Yes | Yes | 6.4 | ||
| 31 | Zebra Workcloud Forecasting & Analysis | Yes | Yes | Yes | Yes | 6.2 | |||
| 32 | Anaplan | 6.1 | |||||||
| 33 | Oracle Machine Learning Notebooks | No | 6.0 | ||||||
| 34 | Vertex AI Vector Search | 5.9 | |||||||
| 35 | Oracle WebCenter Content | No | 5.8 | ||||||
| 36 | SKU Science | No | $349/mo | 5.4 | |||||
| 37 | ToolsGroup Demand Planning | 5.2 | |||||||
| 38 | Forecast Pro | No | $199/user/mo | 5.1 |
Head-to-head All 27 comparisons →
- SAS Viya vs Azure Machine Learning
- SAS Viya vs Amazon SageMaker Canvas
- SAS Viya vs DataRobot
- SAS Viya vs IBM Watson Studio
- SAS Viya vs H2O Driverless AI
- SAS Viya vs Alteryx Machine Learning
- SAS Advanced Analytics vs Azure Machine Learning
- SAS Advanced Analytics vs Amazon SageMaker Canvas
- SAS Advanced Analytics vs DataRobot
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How we rank predictive analytics software
Every tool on this page was researched by iTechGuides Editors from its official website — pricing pages, plan tables and product documentation. We rank on how well each one does this category's core job, what the free or entry plan includes, and where it falls short. Where we have enough verified facts, the score out of 10 is a rubric — job fit, value and how much we could verify — shown with its breakdown on every tool's page; a tool we have not verified enough to score yet shows its rank without a number. Scores are re-checked when a product changes its plans. Read the full editorial policy, or submit a tool we missed.
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update